{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import make_blobs, make_circles, make_moons\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "\n",
    "\n",
    "def generate_data(n):\n",
    "    '''\n",
    "    产生数据\n",
    "    '''\n",
    "    np.random.seed(12046)\n",
    "    blobs = make_blobs(n_samples=n, centers=[[-2, -2], [2, 2]])\n",
    "    circles = make_circles(n_samples=n, factor=.4, noise=.05)\n",
    "    moons = make_moons(n_samples=n, noise=.05)\n",
    "    blocks = np.random.rand(n, 2) - 0.5\n",
    "    y = (blocks[:, 0] * blocks[:, 1] < 0) + 0\n",
    "    blocks = (blocks, y)\n",
    "    # 由于神经网络对数据的线性变换不稳定，因此对数据做归一化处理\n",
    "    scaler = StandardScaler()\n",
    "    blobs = (scaler.fit_transform(blobs[0]), blobs[1])\n",
    "    circles = (scaler.fit_transform(circles[0]), circles[1])\n",
    "    moons = (scaler.fit_transform(moons[0]), moons[1])\n",
    "    blocks = (scaler.fit_transform(blocks[0]), blocks[1])\n",
    "    return blobs, circles, moons, blocks\n",
    "\n",
    "def draw_data(ax, data):\n",
    "    '''\n",
    "    将数据可视化\n",
    "    '''\n",
    "    x, y = data\n",
    "    label1 = x[y > 0]\n",
    "    ax.scatter(label1[:, 0], label1[:, 1], marker='o')\n",
    "    label0 = x[y == 0]\n",
    "    ax.scatter(label0[:, 0], label0[:, 1], marker='^', color='k')\n",
    "    return ax\n",
    "\n",
    "def draw_model(ax, model):\n",
    "    '''\n",
    "    将模型的分离超平面可视化\n",
    "    '''\n",
    "    x1 = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], 100)\n",
    "    x2 = np.linspace(ax.get_ylim()[0], ax.get_ylim()[1], 100)\n",
    "    x1, x2 = np.meshgrid(x1, x2)\n",
    "    y = model.predict_proba(np.c_[x1.ravel(), x2.ravel()])[:, 1]\n",
    "    y = y.reshape(x1.shape)\n",
    "    ax.contourf(x1, x2, y, levels=[0, 0.5], colors=['gray'], alpha=0.4)\n",
    "    return ax\n",
    "\n",
    "def visualize(data):\n",
    "    '''\n",
    "    将结果可视化\n",
    "    '''\n",
    "    # 创建一个图形框\n",
    "    fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "    fig1 = plt.figure(figsize=(10, 10), dpi=80)\n",
    "    # 在图形框里画四幅图\n",
    "    for i in range(len(data)):\n",
    "        ax = fig.add_subplot(2, 2, i+1)\n",
    "        ax1 = fig1.add_subplot(2, 2, i+1)\n",
    "        draw_data(ax, data[i])\n",
    "        draw_data(ax1, data[i])\n",
    "        draw_model(ax1, train_logit(data[i]))\n",
    "        ax.get_xaxis().set_visible(False)\n",
    "        ax.get_yaxis().set_visible(False)\n",
    "        ax1.get_xaxis().set_visible(False)\n",
    "        ax1.get_yaxis().set_visible(False)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将数据可视化\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "data = generate_data(200)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "for i in range(len(data)):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    draw_data(ax, data[i])\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "\n",
    "def train_logit(data):\n",
    "    '''\n",
    "    训练逻辑回顾模型\n",
    "    '''\n",
    "    x, y = data\n",
    "    model = LogisticRegression()\n",
    "    model.fit(x, y)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将逻辑回归的结果可视化\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "for i in range(len(data)):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    draw_data(ax, data[i])\n",
    "    draw_model(ax, train_logit(data[i]))\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from utils import Linear, Sigmoid, Sequential\n",
    "\n",
    "\n",
    "torch.manual_seed(12046)\n",
    "\n",
    "def define_mlp():\n",
    "    '''\n",
    "    定义多层感知器模型\n",
    "    '''\n",
    "    model = Sequential([\n",
    "        Linear(2, 4), Sigmoid(),\n",
    "        Linear(4, 4), Sigmoid(),\n",
    "        Linear(4, 2)\n",
    "    ])\n",
    "    # 对于模型参数，需要记录它们的梯度（为反向传播做准备）\n",
    "    for p in model.parameters():\n",
    "        p.requires_grad = True\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_mlp(model, data):\n",
    "    '''\n",
    "    训练多层感知器模型\n",
    "    '''\n",
    "    # 标准随机梯度下降法的超参数\n",
    "    max_steps = 40000\n",
    "    batch_size = 20\n",
    "    lossi = []\n",
    "    x, y = torch.tensor(data[0]).float(), torch.tensor(data[1])\n",
    "    _prob = torch.ones(x.shape[0]) / x.shape[0]\n",
    "\n",
    "    for i in range(max_steps):\n",
    "        # 构造批次训练数据\n",
    "        ## 不放回的随机抽样\n",
    "        ix = _prob.multinomial(batch_size)\n",
    "        xb = x[ix]\n",
    "        yb = y[ix]\n",
    "        # 向前传播\n",
    "        logits = model(xb)\n",
    "        loss = F.cross_entropy(logits, yb)\n",
    "        # 反向传播\n",
    "        loss.backward()\n",
    "        # 更新模型参数\n",
    "        ## 学习速率衰减\n",
    "        learning_rate = 0.1 if i < 20000 else 0.01\n",
    "        with torch.no_grad():\n",
    "            for p in model.parameters():\n",
    "                p -= learning_rate * p.grad\n",
    "                p.grad = None\n",
    "        lossi.append(loss.item())\n",
    "    return lossi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将多层感知器的结果可视化\n",
    "loss = {}\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "for i in range(len(data)):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    draw_data(ax, data[i])\n",
    "    # 搭建多层感知器模型\n",
    "    model = define_mlp()\n",
    "    # 训练多层感知器模型\n",
    "    loss[i] = train_mlp(model, data[i])\n",
    "    draw_model(ax, model)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.savefig('mlp_result.png', dpi=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个图形框\n",
    "fig = plt.figure(figsize=(10, 6), dpi=100)\n",
    "# 在图形框里只画一幅图\n",
    "ax = fig.add_subplot(111)\n",
    "# 解决中文显示的问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams.update({'font.size': 13})\n",
    "ax.set_ylabel('模型损失', fontsize=18)\n",
    "style = ['k', 'r-.', 'g--', 'm+']\n",
    "for i in range(4):\n",
    "    # 损失波动太大，按100次算一次平均值，然后作图\n",
    "    _loss = torch.tensor(loss[i]).view(-1, 100).mean(1)\n",
    "    ax.plot(_loss, style[i], label='数据分布：%s' % (i + 1))\n",
    "legend = plt.legend(shadow=True)\n",
    "plt.savefig('mlp_loss.png', dpi=200)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
